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Case Studies in Geostatistical Modeling · LearnSpace
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Case Studies in Geostatistical Modeling

Курс от Case Western Reserve University
Средний≈ 13 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Case Studies in Geostatistical Modeling is the third course in a series of three, designed to teach you the art and science of geostatistical geospatial modeling. In this course, studentspresent their final geostatistical analyses to faculty, demonstrating practical applications and undergoing critique. This course builds on Course One’s foundational principles and Course Two’s structured workflow, emphasizing execution, interpretation, and evaluation. Students apply geostatistics across five diverse projects: Environmental, Oil and Gas, Photo-Voltaics, Material Sciences, and Mining. This capstone course provides hands-on experience, reinforcing geostatistical adaptability across disciplines. By presenting and defending their work, participants refine their technical communication skills and gain insights into real-world geostatistical applications.

Навыки, которые вы освоите

GeostatisticsExploratory Data AnalysisData IntegrationData CleansingSimulation and Simulation SoftwareGeospatial Information and TechnologySimulationsStatistical ModelingSpatial Data AnalysisStatistical ReportingStatistical AnalysisSpatial AnalysisEstimationOil and GasData Analysis

Программа курса

7 модулей · 77 учебных материалов

01Introduction12 материалов

Course Introduction

Course Introduction and Overview ЧтениеMeet Your Instructors ЧтениеAdditional Resources Чтение

Individual Case Studies

Introduction: MODIS Satellite DataВидео

Учитесь у экспертов

Jeffrey Yarus

Research Professor

Case Studies in Geostatistical Modeling
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Обучение на Coursera

≈ 13 ч

7 модулей

Язык: Английский

Субтитры: Венгерский, Казахский

Часть программы вашего университета
Introduction: West Texas Data SetВидео
Introduction: Photovoltaics, Backsheet Degradation and Data-Driven ModelingВидео
Introduction: Modeling of Subsurface Temperatures for the Contiguous United StatesВидео
Introduction: Klovan Data Mining SetВидео

Group Discussion

Group IntroductionВидеоGeospatio-temporal Modeling (Subsurface Temperature and MODIS Satellite Data)ВидеоGeospatio-temporal Modeling (Photovoltaics)ВидеоGeospatio-temporal Modeling (West Texas Data Set and Kolvan Data Mining Set)Видео
02Data Loading12 материалов

Individual Case Studies

Module IntroductionЧтениеData Loading (Soil Nitrogen Data)ВидеоData Loading (West Texas Data Set)ВидеоData Acquisition and Preprocessing (Photovoltaics)ВидеоData Loading: Geospatial Well Data (Subsurface Temperature)ВидеоData Loading (Klovan Data Mining Set)Видео

Group Discussion

Overcoming Hurdles in Data Loading (West Texas Data Set and Kolvan Data Mining Set)ВидеоOvercoming Hurdles in Data Loading (Photovoltaics)ВидеоOvercoming Hurdles in Data Loading (Subsurface Temperature, MODIS Satellite Data)Видео

Readings and Assessments

Tidy Data ЧтениеData Structures for Statistical Computing in Python ЧтениеQuiz: Data LoadingЗадание
03EDA (Exploratory Data Analysis)12 материалов

Individual Case Studies

Module IntroductionЧтениеEDA (Soil Nitrogen Data)ВидеоEDA (West Texas Data Set)ВидеоExploratory Data Analysis (Photovoltaics)ВидеоEDA: Data and Data Integration (Subsurface Temperature)ВидеоData Preparation and Normalization (Klovan Data Mining Set)Видео

Group Discussion

Challenges of EDA with Large Datasets (MODIS Satellite Data)ВидеоKey Objectives in EDA (West Texas Dataset)ВидеоEDA Aspects Unique to PV (Photovoltaics)ВидеоPotential Issues and Errors without EDA (Subsurface Temperature)ВидеоBenefits and Most Valuable Outcome of EDA (Klovan Data Mining Set)Видео

Assessment

Quiz: EDAЗадание
04Spatial Modeling12 материалов

Individual Case Studies

Module IntroductionЧтениеSpatial Modeling (Soil Nitrogen Data)ВидеоSpatial Modeling, Interpolation, and Simulation (West Texas Data Set)ВидеоSpatial Temporal Modeling (Photovoltaics)ВидеоSpatial Modeling: Geospatial Modeling Parameter (Subsurface Temperature)ВидеоSpatial Modeling: Grid Setup and Variogram Analysis for Factor Score Mapping (Klovan Data Mining Set)Видео

Group Discussion

Challenges Integrating Data (Subsurface Temperature, MODIS Satellite Data)ВидеоOmnidirectional vs Directional Variograms (West Texas Data Set)ВидеоMaximum and Minimum Directions of Continuity in PV (Photovoltaics)ВидеоNon-Stationary Variables (Klovan Data Mining Set)Видео

Readings and Assessments

Practical Geostatistics- An Armchair Overview for Petroleum Reservoir EngineersЧтениеQuiz: Spatial Modeling Задание
05Interpolation10 материалов

Individual Case Studies

Module IntroductionЧтениеInterpolation (Soil Nitrogen Data)ВидеоGeostatistical Modeling (Photovoltaics)ВидеоInterpolation: Contiguous US Maps (Subsurface Temperature)ВидеоInterpolation: Mapping Rotated Factor Scores (Klovan Data Mining Set)Видео

Group Discussion

Comparing Gaussian Process Modeling and Geostatistics (Subsurface Temperature)ВидеоQuantitative Maps: Kriging vs. Conditional Simulation (Klovan Data Mining Set)ВидеоQuantitative Maps: Kriging or Conditional Simulation (Photovoltaics)Видео

Readings and Assessments

Interpolation and Estimation with Spatially Located DataЧтениеQuiz: InterpolationЗадание
06Simulation6 материалов

Individual Case Studies

Module IntroductionЧтениеSimulation (Soil Nitrogen Data)ВидеоSimulation: US States Analysis (Subsurface Temperature)Видео

Group Discussion

Quantitative Maps: Kriging vs. Conditional Simulation (MODIS Satellite Data, West Texas Data Set)Видео

Readings and Assessments

Comparing Sequential Gaussian and Turning Bands Algorithms for Cosimulating Grades in Multi-Element DepositsЧтениеQuiz: SimulationЗадание
07Conclusion13 материалов

Individual Case Studies

Module IntroductionЧтениеConclusion (Soil Nitrogen Data)ВидеоConclusion (West Texas Data Set)ВидеоConclusion (Photovoltaics)ВидеоConclusion: Modeling of Subsurface Temperatures for the Contiguous United StatesВидеоConclusion (Klovan Data Mining Set)Видео

Group Discussion

Quantitative Geospatio-Geotemporal Modeling of the MODIS Satellite Data ВидеоUnderstanding the Space of Uncertainty (West Texas Data Set)ВидеоQuantitative Geospatio-Geotemporal Modeling in PhotovoltaicsВидеоQuantitative Geospatio-Geotemporal Modeling in Subsurface TemperatureВидеоChoosing not to use Conditional Simulation (Klovan Data Mining Set)Видео

Assessment

Quiz: Common Geostatistical WorkflowsЗадание

Course Conclusion

Course Conclusion Чтение